Open Access
October 1997 Moments of randomly stopped $U$-statistics
Tze Leung Lai, Victor H. de la Peña
Ann. Probab. 25(4): 2055-2081 (October 1997). DOI: 10.1214/aop/1023481120
Abstract

In this paper we provide sharp bounds on the $L_p$-norms of randomly stopped $U$-statistics. These bounds consist mainly of decoupling inequalities designed to reduce the level of dependence between the $U$-statistics and the stopping time involved. We apply our results to obtain Wald’s equation for $U$-statistics, moment convergence theorems and asymptotic expansions for the moments of randomly stopped $U$-statistics. The proofs are based on decoupling inequalities, symmetrization techniques, the use of subsequences and induction arguments.

References

1.

ANSCOMBE, F. J. 1952. Large-sample theory of sequential estimation. Proc. Cambridge Philos. Soc. 48 600 607. MR14,487k 10.1017/S0305004100076386ANSCOMBE, F. J. 1952. Large-sample theory of sequential estimation. Proc. Cambridge Philos. Soc. 48 600 607. MR14,487k 10.1017/S0305004100076386

2.

ARAS, G. 1988. Sequential point estimation based on U-statistics. Sequential Anal. 7 203 226. MR90d:62110a 0687.62067ARAS, G. 1988. Sequential point estimation based on U-statistics. Sequential Anal. 7 203 226. MR90d:62110a 0687.62067

3.

ARAS, G. and WOODROOFE, M. 1993. Asymptotic expansions for the moments of a randomly stopped average. Ann. Statist. 21 503 519. MR94a:62120 0788.62075 10.1214/aos/1176349039 euclid.aos/1176349039 ARAS, G. and WOODROOFE, M. 1993. Asymptotic expansions for the moments of a randomly stopped average. Ann. Statist. 21 503 519. MR94a:62120 0788.62075 10.1214/aos/1176349039 euclid.aos/1176349039

4.

CHOW, Y. S., DE LA PENA, V. H. and TEICHER, H. 1993. Wald's lemma for a class of denormalized U-statistics. Ann. Probab. 21 1151 1158. MR1217583 0784.60039 10.1214/aop/1176989285 euclid.aop/1176989285 CHOW, Y. S., DE LA PENA, V. H. and TEICHER, H. 1993. Wald's lemma for a class of denormalized U-statistics. Ann. Probab. 21 1151 1158. MR1217583 0784.60039 10.1214/aop/1176989285 euclid.aop/1176989285

5.

CHOW, Y. S., HSIUNG, C. and LAI, T. L. 1979. Extended renewal theory and moment convergence in Anscombe's theorem. Ann. Probab. 7 304 318. 0405.60020 MR525056 10.1214/aop/1176995090 euclid.aop/1176995090 CHOW, Y. S., HSIUNG, C. and LAI, T. L. 1979. Extended renewal theory and moment convergence in Anscombe's theorem. Ann. Probab. 7 304 318. 0405.60020 MR525056 10.1214/aop/1176995090 euclid.aop/1176995090

6.

CHOW, Y. S. and TEICHER, H. 1988. Probability Theory: Independence, Interchangeability, Martingales, 2nd ed. Springer, New York. MR953964CHOW, Y. S. and TEICHER, H. 1988. Probability Theory: Independence, Interchangeability, Martingales, 2nd ed. Springer, New York. MR953964

7.

CHOW, Y. S. and YU, K. F. 1981. The performance of a sequential procedure for estimating the mean. Ann. Statist. 9 184 188. MR600545 0452.62070 10.1214/aos/1176345345 euclid.aos/1176345345 CHOW, Y. S. and YU, K. F. 1981. The performance of a sequential procedure for estimating the mean. Ann. Statist. 9 184 188. MR600545 0452.62070 10.1214/aos/1176345345 euclid.aos/1176345345

8.

DE LA PENA, V. H. 1992a. Decoupling and Khintchine's inequalities for U-statistics. Ann. Probab. 20 1877 1892.DE LA PENA, V. H. 1992a. Decoupling and Khintchine's inequalities for U-statistics. Ann. Probab. 20 1877 1892.

9.

DE LA PENA, V. H. 1992b. Sharp bounds on the L norm of a randomly stopped multilinear form p Z with an application to Wald's equation. In Probability in Banach Spaces 8 R. M.. Dudley, M. G. Hahn and J. D. Kuelbs, eds. 69 79. Birkhauser, New York. ¨DE LA PENA, V. H. 1992b. Sharp bounds on the L norm of a randomly stopped multilinear form p Z with an application to Wald's equation. In Probability in Banach Spaces 8 R. M.. Dudley, M. G. Hahn and J. D. Kuelbs, eds. 69 79. Birkhauser, New York. ¨

10.

DE LA PENA, V. H. and LAI, T. L. 1997. Wald's equation and asymptotic bias of randomly stopped U-statistics. Proc. Amer. Math. Soc. 125 917 925. MR97e:60076 0867.60025 10.1090/S0002-9939-97-03574-0 0002-9939%28199703%29125%3A3%3C917%3AWEAABO%3E2.0.CO%3B2-GDE LA PENA, V. H. and LAI, T. L. 1997. Wald's equation and asymptotic bias of randomly stopped U-statistics. Proc. Amer. Math. Soc. 125 917 925. MR97e:60076 0867.60025 10.1090/S0002-9939-97-03574-0 0002-9939%28199703%29125%3A3%3C917%3AWEAABO%3E2.0.CO%3B2-G

11.

GRAMS, W. F. and SERFLING, R. J. 1973. Convergence rates for U-statistics and related statistics. Ann. Statist. 1 153 160. MR49:1561 0322.62053 10.1214/aos/1193342392 euclid.aos/1193342392 GRAMS, W. F. and SERFLING, R. J. 1973. Convergence rates for U-statistics and related statistics. Ann. Statist. 1 153 160. MR49:1561 0322.62053 10.1214/aos/1193342392 euclid.aos/1193342392

12.

HALMOS, P. R. 1946. The theory of unbiased estimation. Ann. Math. Statist. 17 34 43. MR7,463g 0063.01891 10.1214/aoms/1177731020 euclid.aoms/1177731020 HALMOS, P. R. 1946. The theory of unbiased estimation. Ann. Math. Statist. 17 34 43. MR7,463g 0063.01891 10.1214/aoms/1177731020 euclid.aoms/1177731020

13.

HITCZENKO, P. 1988. Comparison of moments of tangent sequences of random variables. Probab. Theory Related Fields 78 223 230. MR90a:60089 0631.60003 10.1007/BF00322019HITCZENKO, P. 1988. Comparison of moments of tangent sequences of random variables. Probab. Theory Related Fields 78 223 230. MR90a:60089 0631.60003 10.1007/BF00322019

14.

HOEFFDING, W. 1948. A class of statistics with asymptotically normal distribution. Ann. Math. Statist. 19 293 325. MR10,134g 0032.04101 10.1214/aoms/1177730196 euclid.aoms/1177730196 HOEFFDING, W. 1948. A class of statistics with asymptotically normal distribution. Ann. Math. Statist. 19 293 325. MR10,134g 0032.04101 10.1214/aoms/1177730196 euclid.aoms/1177730196

15.

HOEFFDING, W. 1961. The strong law of large numbers for U-statistics. Mimeograph series no. 302, Inst. Statistics, Univ. North Carolina.HOEFFDING, W. 1961. The strong law of large numbers for U-statistics. Mimeograph series no. 302, Inst. Statistics, Univ. North Carolina.

16.

KLASS, M. J. 1976. Toward a universal law of the iterated logarithm I.Wahrsch. Verw. Gebiete 36 165 178. MR54:3822 10.1007/BF00533999KLASS, M. J. 1976. Toward a universal law of the iterated logarithm I.Wahrsch. Verw. Gebiete 36 165 178. MR54:3822 10.1007/BF00533999

17.

KLASS, M. J. 1981. A method of approximating expectations of functions of sums of independent random variables. Ann. Probab. 9 413 428. MR82f:60119 0463.60023 10.1214/aop/1176994415 euclid.aop/1176994415 KLASS, M. J. 1981. A method of approximating expectations of functions of sums of independent random variables. Ann. Probab. 9 413 428. MR82f:60119 0463.60023 10.1214/aop/1176994415 euclid.aop/1176994415

18.

LAI, T. L. and SIEGMUND, D. 1977. A nonlinear renewal theory with applications to sequential analysis I. Ann. Statist. 5 946 954. 0378.62069 MR445599 10.1214/aos/1176343950 euclid.aos/1176343950 LAI, T. L. and SIEGMUND, D. 1977. A nonlinear renewal theory with applications to sequential analysis I. Ann. Statist. 5 946 954. 0378.62069 MR445599 10.1214/aos/1176343950 euclid.aos/1176343950

19.

LAI, T. L. and WANG, J. Q. 1993. Edgeworth expansions for symmetric statistics with applications to bootstrap method. Statist. Sinica 3 517 542. MR1243399 0822.62010LAI, T. L. and WANG, J. Q. 1993. Edgeworth expansions for symmetric statistics with applications to bootstrap method. Statist. Sinica 3 517 542. MR1243399 0822.62010

20.

MANDELBAUM, A. and TAQQU, M. S. 1984. Invariance principle for symmetric statistics. Ann. Statist. 12 483 496. MR85h:60049 0547.60039 10.1214/aos/1176346501 euclid.aos/1176346501 MANDELBAUM, A. and TAQQU, M. S. 1984. Invariance principle for symmetric statistics. Ann. Statist. 12 483 496. MR85h:60049 0547.60039 10.1214/aos/1176346501 euclid.aos/1176346501

21.

SIEGMUND, D. 1985. Sequential Analysis: Tests and Confidence Intervals. Springer, New York. MR799155SIEGMUND, D. 1985. Sequential Analysis: Tests and Confidence Intervals. Springer, New York. MR799155

22.

WALD, A. 1945. Some generalizations of the theory of cumulative sums of random variables. Ann. Math. Statist. 16 287 293. MR7,209d 0063.08129 10.1214/aoms/1177731092 euclid.aoms/1177731092 WALD, A. 1945. Some generalizations of the theory of cumulative sums of random variables. Ann. Math. Statist. 16 287 293. MR7,209d 0063.08129 10.1214/aoms/1177731092 euclid.aoms/1177731092

23.

WOODROOFE, M. 1982. Nonlinear Renewal Theory in Sequential Analysis. SIAM, Philadelphia. MR83j:62118 0487.62062WOODROOFE, M. 1982. Nonlinear Renewal Theory in Sequential Analysis. SIAM, Philadelphia. MR83j:62118 0487.62062

24.

NEW YORK, NEW YORK 10027 STANFORD, CALIFORNIA 94305 E-MAIL: karola@stat.stanford.eduNEW YORK, NEW YORK 10027 STANFORD, CALIFORNIA 94305 E-MAIL: karola@stat.stanford.edu
Copyright © 1997 Institute of Mathematical Statistics
Tze Leung Lai and Victor H. de la Peña "Moments of randomly stopped $U$-statistics," The Annals of Probability 25(4), 2055-2081, (October 1997). https://doi.org/10.1214/aop/1023481120
Published: October 1997
Vol.25 • No. 4 • October 1997
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